Performance evaluation of industrial firms using DEA and decorate ensemble method
Joint Authors
Najadat, Hasan
al-Dahir, Ibrahim
al-Khatib, Khalid
Source
The International Arab Journal of Information Technology
Issue
Vol. 17, Issue 5 (30 Sep. 2020), pp.750-757, 8 p.
Publisher
Zarqa University Deanship of Scientific Research
Publication Date
2020-09-30
Country of Publication
Jordan
No. of Pages
8
Main Subjects
Abstract EN
This study introduces an approach of combining Data Envelopment Analysis (DEA) and ensemble Methods in order to classify and predict the efficiency of Decision-Making Units (DMU).
The approach includes applying DEA in the first stage to compute the efficiency score for each DMU, then a variables’ ranker was utilized to extract the most important variables that affect the DMU’s performance, then J48 was adopted to build a classifier whose outcomes will be enhanced by Diverse Ensemble Creation by Oppositional Relabeling of Artificial Training Examples (DECORATE) Ensemble method.
To examine the approach, this study utilizes a dataset from firms’ financial statements that are listed on Amman Stock Exchange.
The dataset was preprocessed and turned out to include 53 industrial firms for the years 2012 to 2015.The dataset includes 11 input variables and 11 output ratios.
The examination of financial variables and ratios play a vital role in the financial analysis practice.
This paper shows that financial variable and ratio averages are points of reference to evaluate and measure firms’ future financial performance as well as that of other similar firms in the same sector.
In addition, the results of this work are for comparative analyses of the financial performance of the industrial sector.
American Psychological Association (APA)
Najadat, Hasan& al-Dahir, Ibrahim& al-Khatib, Khalid. 2020. Performance evaluation of industrial firms using DEA and decorate ensemble method. The International Arab Journal of Information Technology،Vol. 17, no. 5, pp.750-757.
https://search.emarefa.net/detail/BIM-1439763
Modern Language Association (MLA)
Najadat, Hasan…[et al.]. Performance evaluation of industrial firms using DEA and decorate ensemble method. The International Arab Journal of Information Technology Vol. 17, no. 5 (Sep. 2020), pp.750-757.
https://search.emarefa.net/detail/BIM-1439763
American Medical Association (AMA)
Najadat, Hasan& al-Dahir, Ibrahim& al-Khatib, Khalid. Performance evaluation of industrial firms using DEA and decorate ensemble method. The International Arab Journal of Information Technology. 2020. Vol. 17, no. 5, pp.750-757.
https://search.emarefa.net/detail/BIM-1439763
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 756-757
Record ID
BIM-1439763